from model_controller import ModelPredictController, ModelTrainController
from plotter import Plotter
from glob import glob
from IPython.display import Image

Found GPU at: /device:GPU:0
2.5.0
Found GPU at: /device:GPU:0
2.5.0
Found GPU at: /device:GPU:0
Found GPU at: /device:GPU:0
2.5.0

model = ModelPredictController(NUM_LINES=8, NO_TEACH=False);

model.load()

building...
total vocabulary=  179
VOCAB_SIZE 180

model.restoreFromCheckpointName('train_comparativo_20211106_handwritten_teacher_2_---8linhas-handwritten--5k')
# model.restoreFromBestCheckpoint()

restore from pretraining  ../train-folder/checkpoints/train_comparativo_20211106_handwritten_teacher_2_---8linhas-handwritten--5k\ckpt-2 ...

model.evaluateForTest('test-8lines', plot_attention=True, _len= 16)

target_len=  16
evaluating dataset  test-8lines
evaluating total images:  114 ...
evaluating  0 ...
evaluating  100 ...
--------------------<  0 :  carnaval_0487_fullpage.jpg >------------------------------
len: 16 acc: 0.125 cer 0.7239584 file:  ../test-data/test-8lines\images\carnaval_0487_fullpage.jpg
../test-data/test-8lines\images\carnaval_0487_fullpage.jpg

--------------------<  1 :  carnaval_0357_fullpage.jpg >------------------------------
len: 16 acc: 0.4375 cer 0.6979167 file:  ../test-data/test-8lines\images\carnaval_0357_fullpage.jpg
../test-data/test-8lines\images\carnaval_0357_fullpage.jpg

--------------------<  2 :  carnaval_0232_fullpage.jpg >------------------------------
len: 16 acc: 0.1875 cer 0.6927084 file:  ../test-data/test-8lines\images\carnaval_0232_fullpage.jpg
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--------------------<  3 :  carnaval_0404_fullpage.jpg >------------------------------
len: 16 acc: 0.1875 cer 0.6197917 file:  ../test-data/test-8lines\images\carnaval_0404_fullpage.jpg
../test-data/test-8lines\images\carnaval_0404_fullpage.jpg

--------------------<  4 :  carnaval_0485_fullpage.jpg >------------------------------
len: 16 acc: 0.3125 cer 0.5572917 file:  ../test-data/test-8lines\images\carnaval_0485_fullpage.jpg
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--------------------<  5 :  carnaval_0071_fullpage.jpg >------------------------------
len: 16 acc: 0.375 cer 0.5572917 file:  ../test-data/test-8lines\images\carnaval_0071_fullpage.jpg
../test-data/test-8lines\images\carnaval_0071_fullpage.jpg

--------------------<  6 :  carnaval_0356_fullpage.jpg >------------------------------
len: 16 acc: 0.3125 cer 0.53125 file:  ../test-data/test-8lines\images\carnaval_0356_fullpage.jpg
../test-data/test-8lines\images\carnaval_0356_fullpage.jpg

--------------------<  7 :  carnaval_0483_fullpage.jpg >------------------------------
len: 16 acc: 0.375 cer 0.5208334 file:  ../test-data/test-8lines\images\carnaval_0483_fullpage.jpg
../test-data/test-8lines\images\carnaval_0483_fullpage.jpg

--------------------<  8 :  carnaval_0032_fullpage.jpg >------------------------------
len: 16 acc: 0.3125 cer 0.5 file:  ../test-data/test-8lines\images\carnaval_0032_fullpage.jpg
../test-data/test-8lines\images\carnaval_0032_fullpage.jpg

--------------------<  9 :  carnaval_0401_fullpage.jpg >------------------------------
len: 16 acc: 0.4375 cer 0.48958334 file:  ../test-data/test-8lines\images\carnaval_0401_fullpage.jpg
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--------------------<  10 :  carnaval_0372_fullpage.jpg >------------------------------
len: 16 acc: 0.5 cer 0.47395834 file:  ../test-data/test-8lines\images\carnaval_0372_fullpage.jpg
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--------------------<  11 :  carnaval_0294_fullpage.jpg >------------------------------
len: 16 acc: 0.5 cer 0.46875 file:  ../test-data/test-8lines\images\carnaval_0294_fullpage.jpg
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--------------------<  12 :  carnaval_0335_fullpage.jpg >------------------------------
len: 16 acc: 0.375 cer 0.4635417 file:  ../test-data/test-8lines\images\carnaval_0335_fullpage.jpg
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--------------------<  13 :  carnaval_0164_fullpage.jpg >------------------------------
len: 16 acc: 0.4375 cer 0.4635417 file:  ../test-data/test-8lines\images\carnaval_0164_fullpage.jpg
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--------------------<  14 :  carnaval_0466_fullpage.jpg >------------------------------
len: 16 acc: 0.3125 cer 0.45833337 file:  ../test-data/test-8lines\images\carnaval_0466_fullpage.jpg
../test-data/test-8lines\images\carnaval_0466_fullpage.jpg

--------------------<  15 :  carnaval_0367_fullpage.jpg >------------------------------
len: 16 acc: 0.4375 cer 0.45729166 file:  ../test-data/test-8lines\images\carnaval_0367_fullpage.jpg
../test-data/test-8lines\images\carnaval_0367_fullpage.jpg

--------------------<  16 :  carnaval_0176_fullpage.jpg >------------------------------
len: 16 acc: 0.3125 cer 0.4479167 file:  ../test-data/test-8lines\images\carnaval_0176_fullpage.jpg
../test-data/test-8lines\images\carnaval_0176_fullpage.jpg

--------------------<  17 :  carnaval_0298_fullpage.jpg >------------------------------
len: 16 acc: 0.5625 cer 0.4479167 file:  ../test-data/test-8lines\images\carnaval_0298_fullpage.jpg
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len: 16 acc: 0.5 cer 0.4375 file:  ../test-data/test-8lines\images\carnaval_0227_fullpage.jpg
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len: 16 acc: 0.4375 cer 0.4166667 file:  ../test-data/test-8lines\images\carnaval_0082_fullpage.jpg
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--------------------<  20 :  carnaval_0124_fullpage.jpg >------------------------------
len: 16 acc: 0.5625 cer 0.4166667 file:  ../test-data/test-8lines\images\carnaval_0124_fullpage.jpg
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--------------------<  21 :  carnaval_0252_fullpage.jpg >------------------------------
len: 16 acc: 0.4375 cer 0.39583334 file:  ../test-data/test-8lines\images\carnaval_0252_fullpage.jpg
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--------------------<  22 :  carnaval_0676_fullpage.jpg >------------------------------
len: 16 acc: 0.3125 cer 0.3885417 file:  ../test-data/test-8lines\images\carnaval_0676_fullpage.jpg
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--------------------<  23 :  carnaval_0425_fullpage.jpg >------------------------------
len: 16 acc: 0.5 cer 0.3854167 file:  ../test-data/test-8lines\images\carnaval_0425_fullpage.jpg
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--------------------<  24 :  carnaval_0590_fullpage.jpg >------------------------------
len: 16 acc: 0.5 cer 0.375 file:  ../test-data/test-8lines\images\carnaval_0590_fullpage.jpg
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--------------------<  25 :  carnaval_0161_fullpage.jpg >------------------------------
len: 16 acc: 0.4375 cer 0.3697917 file:  ../test-data/test-8lines\images\carnaval_0161_fullpage.jpg
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--------------------<  26 :  carnaval_0507_fullpage.jpg >------------------------------
len: 16 acc: 0.5 cer 0.3697917 file:  ../test-data/test-8lines\images\carnaval_0507_fullpage.jpg
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--------------------<  27 :  carnaval_0596_fullpage.jpg >------------------------------
len: 16 acc: 0.5625 cer 0.36979166 file:  ../test-data/test-8lines\images\carnaval_0596_fullpage.jpg
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--------------------<  28 :  carnaval_0055_fullpage.jpg >------------------------------
len: 16 acc: 0.625 cer 0.36458334 file:  ../test-data/test-8lines\images\carnaval_0055_fullpage.jpg
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--------------------<  29 :  carnaval_0286_fullpage.jpg >------------------------------
len: 16 acc: 0.5 cer 0.35937503 file:  ../test-data/test-8lines\images\carnaval_0286_fullpage.jpg
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--------------------<  30 :  carnaval_0324_fullpage.jpg >------------------------------
len: 16 acc: 0.5 cer 0.359375 file:  ../test-data/test-8lines\images\carnaval_0324_fullpage.jpg
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len: 16 acc: 0.5625 cer 0.34375 file:  ../test-data/test-8lines\images\carnaval_0170_fullpage.jpg
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--------------------<  32 :  carnaval_0268_fullpage.jpg >------------------------------
len: 16 acc: 0.6875 cer 0.34375 file:  ../test-data/test-8lines\images\carnaval_0268_fullpage.jpg
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--------------------<  33 :  carnaval_0150_fullpage.jpg >------------------------------
len: 16 acc: 0.5 cer 0.33854166 file:  ../test-data/test-8lines\images\carnaval_0150_fullpage.jpg
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--------------------<  34 :  carnaval_0233_fullpage.jpg >------------------------------
len: 16 acc: 0.375 cer 0.33333334 file:  ../test-data/test-8lines\images\carnaval_0233_fullpage.jpg
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--------------------<  35 :  carnaval_0156_fullpage.jpg >------------------------------
len: 16 acc: 0.4375 cer 0.3229167 file:  ../test-data/test-8lines\images\carnaval_0156_fullpage.jpg
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--------------------<  36 :  carnaval_0395_fullpage.jpg >------------------------------
len: 16 acc: 0.6875 cer 0.3229167 file:  ../test-data/test-8lines\images\carnaval_0395_fullpage.jpg
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--------------------<  37 :  carnaval_0589_fullpage.jpg >------------------------------
len: 16 acc: 0.6875 cer 0.3229167 file:  ../test-data/test-8lines\images\carnaval_0589_fullpage.jpg
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--------------------<  38 :  carnaval_0072_fullpage.jpg >------------------------------
len: 16 acc: 0.5 cer 0.3125 file:  ../test-data/test-8lines\images\carnaval_0072_fullpage.jpg
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len: 16 acc: 0.5625 cer 0.3125 file:  ../test-data/test-8lines\images\carnaval_0038_fullpage.jpg
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--------------------<  40 :  carnaval_0023_fullpage.jpg >------------------------------
len: 16 acc: 0.625 cer 0.30208334 file:  ../test-data/test-8lines\images\carnaval_0023_fullpage.jpg
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--------------------<  41 :  carnaval_0614_fullpage.jpg >------------------------------
len: 16 acc: 0.625 cer 0.30208334 file:  ../test-data/test-8lines\images\carnaval_0614_fullpage.jpg
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--------------------<  42 :  carnaval_0626_fullpage.jpg >------------------------------
len: 16 acc: 0.5 cer 0.296875 file:  ../test-data/test-8lines\images\carnaval_0626_fullpage.jpg
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--------------------<  43 :  carnaval_0373_fullpage.jpg >------------------------------
len: 16 acc: 0.625 cer 0.29479167 file:  ../test-data/test-8lines\images\carnaval_0373_fullpage.jpg
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--------------------<  44 :  carnaval_0503_fullpage.jpg >------------------------------
len: 16 acc: 0.6875 cer 0.2916667 file:  ../test-data/test-8lines\images\carnaval_0503_fullpage.jpg
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--------------------<  45 :  carnaval_0204_fullpage.jpg >------------------------------
len: 16 acc: 0.5625 cer 0.28125003 file:  ../test-data/test-8lines\images\carnaval_0204_fullpage.jpg
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--------------------<  46 :  carnaval_0375_fullpage.jpg >------------------------------
len: 16 acc: 0.625 cer 0.28125 file:  ../test-data/test-8lines\images\carnaval_0375_fullpage.jpg
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--------------------<  47 :  carnaval_0051_fullpage.jpg >------------------------------
len: 16 acc: 0.6875 cer 0.28125 file:  ../test-data/test-8lines\images\carnaval_0051_fullpage.jpg
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len: 16 acc: 0.6875 cer 0.28125 file:  ../test-data/test-8lines\images\carnaval_0104_fullpage.jpg
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len: 16 acc: 0.75 cer 0.28125 file:  ../test-data/test-8lines\images\carnaval_0155_fullpage.jpg
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--------------------<  50 :  carnaval_0144_fullpage.jpg >------------------------------
len: 16 acc: 0.625 cer 0.27083334 file:  ../test-data/test-8lines\images\carnaval_0144_fullpage.jpg
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--------------------<  51 :  carnaval_0172_fullpage.jpg >------------------------------
len: 16 acc: 0.5625 cer 0.2708333 file:  ../test-data/test-8lines\images\carnaval_0172_fullpage.jpg
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--------------------<  52 :  carnaval_0271_fullpage.jpg >------------------------------
len: 16 acc: 0.625 cer 0.26458335 file:  ../test-data/test-8lines\images\carnaval_0271_fullpage.jpg
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--------------------<  53 :  carnaval_0514_fullpage.jpg >------------------------------
len: 16 acc: 0.5 cer 0.2604167 file:  ../test-data/test-8lines\images\carnaval_0514_fullpage.jpg
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--------------------<  54 :  carnaval_0282_fullpage.jpg >------------------------------
len: 16 acc: 0.625 cer 0.2604167 file:  ../test-data/test-8lines\images\carnaval_0282_fullpage.jpg
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--------------------<  55 :  carnaval_0040_fullpage.jpg >------------------------------
len: 16 acc: 0.6875 cer 0.25 file:  ../test-data/test-8lines\images\carnaval_0040_fullpage.jpg
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len: 16 acc: 0.6875 cer 0.25 file:  ../test-data/test-8lines\images\carnaval_0565_fullpage.jpg
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len: 16 acc: 0.75 cer 0.25 file:  ../test-data/test-8lines\images\carnaval_0029_fullpage.jpg
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len: 16 acc: 0.625 cer 0.24479167 file:  ../test-data/test-8lines\images\carnaval_0287_fullpage.jpg
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len: 16 acc: 0.625 cer 0.22916669 file:  ../test-data/test-8lines\images\carnaval_0283_fullpage.jpg
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len: 16 acc: 0.6875 cer 0.22916667 file:  ../test-data/test-8lines\images\carnaval_0059_fullpage.jpg
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len: 16 acc: 0.6875 cer 0.21875 file:  ../test-data/test-8lines\images\carnaval_0015_fullpage.jpg
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len: 16 acc: 0.6875 cer 0.21875 file:  ../test-data/test-8lines\images\carnaval_0655_fullpage.jpg
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len: 16 acc: 0.75 cer 0.21875 file:  ../test-data/test-8lines\images\carnaval_0606_fullpage.jpg
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len: 16 acc: 0.625 cer 0.15104167 file:  ../test-data/test-8lines\images\carnaval_0297_fullpage.jpg
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--------------------<  89 :  carnaval_0361_fullpage.jpg >------------------------------
len: 16 acc: 0.8125 cer 0.125 file:  ../test-data/test-8lines\images\carnaval_0361_fullpage.jpg
../test-data/test-8lines\images\carnaval_0361_fullpage.jpg

--------------------<  90 :  carnaval_0347_fullpage.jpg >------------------------------
len: 16 acc: 0.75 cer 0.11979167 file:  ../test-data/test-8lines\images\carnaval_0347_fullpage.jpg
../test-data/test-8lines\images\carnaval_0347_fullpage.jpg

--------------------<  91 :  carnaval_0114_fullpage.jpg >------------------------------
len: 16 acc: 0.6875 cer 0.114583336 file:  ../test-data/test-8lines\images\carnaval_0114_fullpage.jpg
../test-data/test-8lines\images\carnaval_0114_fullpage.jpg

--------------------<  92 :  carnaval_0598_fullpage.jpg >------------------------------
len: 16 acc: 0.75 cer 0.114583336 file:  ../test-data/test-8lines\images\carnaval_0598_fullpage.jpg
../test-data/test-8lines\images\carnaval_0598_fullpage.jpg

--------------------<  93 :  carnaval_0580_fullpage.jpg >------------------------------
len: 16 acc: 0.8125 cer 0.114583336 file:  ../test-data/test-8lines\images\carnaval_0580_fullpage.jpg
../test-data/test-8lines\images\carnaval_0580_fullpage.jpg

--------------------<  94 :  carnaval_0328_fullpage.jpg >------------------------------
len: 16 acc: 0.75 cer 0.109375 file:  ../test-data/test-8lines\images\carnaval_0328_fullpage.jpg
../test-data/test-8lines\images\carnaval_0328_fullpage.jpg

--------------------<  95 :  carnaval_0601_fullpage.jpg >------------------------------
len: 16 acc: 0.8125 cer 0.109375 file:  ../test-data/test-8lines\images\carnaval_0601_fullpage.jpg
../test-data/test-8lines\images\carnaval_0601_fullpage.jpg

--------------------<  96 :  carnaval_0068_fullpage.jpg >------------------------------
len: 16 acc: 0.875 cer 0.109375 file:  ../test-data/test-8lines\images\carnaval_0068_fullpage.jpg
../test-data/test-8lines\images\carnaval_0068_fullpage.jpg

--------------------<  97 :  carnaval_0213_fullpage.jpg >------------------------------
len: 16 acc: 0.8125 cer 0.09375 file:  ../test-data/test-8lines\images\carnaval_0213_fullpage.jpg
../test-data/test-8lines\images\carnaval_0213_fullpage.jpg

--------------------<  98 :  carnaval_0426_fullpage.jpg >------------------------------
len: 16 acc: 0.8125 cer 0.09375 file:  ../test-data/test-8lines\images\carnaval_0426_fullpage.jpg
../test-data/test-8lines\images\carnaval_0426_fullpage.jpg

--------------------<  99 :  carnaval_0592_fullpage.jpg >------------------------------
len: 16 acc: 0.875 cer 0.09375 file:  ../test-data/test-8lines\images\carnaval_0592_fullpage.jpg
../test-data/test-8lines\images\carnaval_0592_fullpage.jpg

--------------------<  100 :  carnaval_0230_fullpage.jpg >------------------------------
len: 16 acc: 0.9375 cer 0.09375 file:  ../test-data/test-8lines\images\carnaval_0230_fullpage.jpg
../test-data/test-8lines\images\carnaval_0230_fullpage.jpg

--------------------<  101 :  carnaval_0569_fullpage.jpg >------------------------------
len: 16 acc: 0.8125 cer 0.083333336 file:  ../test-data/test-8lines\images\carnaval_0569_fullpage.jpg
../test-data/test-8lines\images\carnaval_0569_fullpage.jpg

--------------------<  102 :  carnaval_0157_fullpage.jpg >------------------------------
len: 16 acc: 0.875 cer 0.083333336 file:  ../test-data/test-8lines\images\carnaval_0157_fullpage.jpg
../test-data/test-8lines\images\carnaval_0157_fullpage.jpg

--------------------<  103 :  carnaval_0449_fullpage.jpg >------------------------------
len: 16 acc: 0.875 cer 0.083333336 file:  ../test-data/test-8lines\images\carnaval_0449_fullpage.jpg
../test-data/test-8lines\images\carnaval_0449_fullpage.jpg

--------------------<  104 :  carnaval_0408_fullpage.jpg >------------------------------
len: 16 acc: 0.8125 cer 0.078125 file:  ../test-data/test-8lines\images\carnaval_0408_fullpage.jpg
../test-data/test-8lines\images\carnaval_0408_fullpage.jpg

--------------------<  105 :  carnaval_0033_fullpage.jpg >------------------------------
len: 16 acc: 0.875 cer 0.078125 file:  ../test-data/test-8lines\images\carnaval_0033_fullpage.jpg
../test-data/test-8lines\images\carnaval_0033_fullpage.jpg

--------------------<  106 :  carnaval_0109_fullpage.jpg >------------------------------
len: 16 acc: 0.875 cer 0.07291667 file:  ../test-data/test-8lines\images\carnaval_0109_fullpage.jpg
../test-data/test-8lines\images\carnaval_0109_fullpage.jpg

--------------------<  107 :  carnaval_0106_fullpage.jpg >------------------------------
len: 16 acc: 0.875 cer 0.0625 file:  ../test-data/test-8lines\images\carnaval_0106_fullpage.jpg
../test-data/test-8lines\images\carnaval_0106_fullpage.jpg

--------------------<  108 :  carnaval_0223_fullpage.jpg >------------------------------
len: 16 acc: 0.875 cer 0.0625 file:  ../test-data/test-8lines\images\carnaval_0223_fullpage.jpg
../test-data/test-8lines\images\carnaval_0223_fullpage.jpg

--------------------<  109 :  carnaval_0330_fullpage.jpg >------------------------------
len: 16 acc: 0.875 cer 0.0625 file:  ../test-data/test-8lines\images\carnaval_0330_fullpage.jpg
../test-data/test-8lines\images\carnaval_0330_fullpage.jpg

--------------------<  110 :  carnaval_0542_fullpage.jpg >------------------------------
len: 16 acc: 0.9375 cer 0.0625 file:  ../test-data/test-8lines\images\carnaval_0542_fullpage.jpg
../test-data/test-8lines\images\carnaval_0542_fullpage.jpg

--------------------<  111 :  carnaval_0058_fullpage.jpg >------------------------------
len: 16 acc: 0.9375 cer 0.03125 file:  ../test-data/test-8lines\images\carnaval_0058_fullpage.jpg
../test-data/test-8lines\images\carnaval_0058_fullpage.jpg

--------------------<  112 :  carnaval_0509_fullpage.jpg >------------------------------
len: 16 acc: 0.9375 cer 0.03125 file:  ../test-data/test-8lines\images\carnaval_0509_fullpage.jpg
../test-data/test-8lines\images\carnaval_0509_fullpage.jpg

--------------------<  113 :  carnaval_0086_fullpage.jpg >------------------------------
len: 16 acc: 1.0 cer 0.0 file:  ../test-data/test-8lines\images\carnaval_0086_fullpage.jpg
../test-data/test-8lines\images\carnaval_0086_fullpage.jpg

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